Preface |
3 |
Overview |
5 |
1 Probability Laws and Noncommutative Random
Variables |
23 |
1.1 Distribution measure of normal operators |
24 |
1.2 Noncommutative random variables |
35 |
2. The Free Relation |
43 |
2.1 The free product |
44 |
2.2 The free relation |
46 |
2.3 The free central limit theorem |
52 |
2.4 Free convolution of measures |
56 |
2.5 Moments and cumulants |
64 |
2.6 Multivariables |
75 |
3. Analytic Function Theory and Infinitely
Divisible Laws |
95 |
3.1 Cauchy transform, Poisson integral, and
Hilbert transform |
96 |
3.2 Relation between Cauchy transform and R-series |
99 |
3.3 Infinitely divisible laws |
102 |
4. Random Matrices and Asymptotically Free
Relation |
117 |
4.1 Random matrices and their eigenvalues |
118 |
4.2 Random unitary matrices and asymptotic freeness |
139 |
4.3 Asymptotic freeness of some random matirces |
150 |
4.4 Random matrix models of noncommutative random
variables |
165 |
5. Large Deviations for Random Matrices |
179 |
5.1 Boltzmann entropy and large deviations |
1801 |
5.2 Entropy and random matrices |
185 |
5.3 Logarithmic energy and free entropy |
193 |
5.4 Gaussian and unitary random matrices |
213 |
5.5 The Wishart matrix |
229 |
5.6 Entropy and large diviations revisited |
242 |
6. Free Entropy of Noncommutative Random
Variables |
249 |
6.1 Definition and basic properties |
250 |
6.2 Calculus for power series of noncommutative
variables |
257 |
6.3 Change of variable formulas for free entropy |
263 |
6.4 Additivity of free entropy |
273 |
6.5 Free entropies of unitary and non-selfadjoint
random variables |
279 |
6.6 Relation between different free entropies |
284 |
7 Relation to Operator Algebras |
305 |
7.1 Free Group factors and semicircular systems |
306 |
7.2 Interpolar free group factors |
314 |
7.3 Free entropy dimension |
328 |
7.4 Applications of free entropy |
338 |
Bibliography |
347 |
Index |
359 |